Self-Taught Learning to Deep Networks

we are going to detect/predict multi-stage attack based on intrusion alerts, the dataset used is DARPA 2000 (MIT Lincoln Laboratory, 2000).

This dataset consists of two simulated multistage attack scenarios, LLDDOS1.0 and LLDOS2.0 of Distributed Denial of Services (DDoS) network attack, in two different networks [the Demilitarized Zone (DMZ) and Inside Networks].

The LLODS1.0 scenario can be divided into five phases as follows.

Phase 1: The attacker scans the network to determine which hosts are “up”.

Phase 2: The attacker then uses the “ping” option of the sadmind exploit program to determine which of the hosts selected in Phase 1 are running the Sadmind service.

Phase 3: The attacker attempts the sadmind Remote-to-Root exploit several times in order to compromise the vulnerable machines.

Phase 4: The attacker uses telnet and rpc to install a DDoS program in the compromised machines.

Phase 5: The attacker telnets to the DDoS master machine and launches the mstream DDOS against the final victim of the attack.

The Required:

a deep learning method that can self-learn features that are necessary in the accurate detection and classification of multistage attack scenarios.

My profile is as follows:-
4 years of experience in data science.Data science and analytics professional with excellent coding skills in R and Python .
- Proficient in R, Python, SQL,Matlab ; Hands on experience Mais

You can see my last project which are based on Algorithm Development Machine Learning and I can complete your project perfectly.
Relevant Skills and Experience
We have 10+ years experience in software development. We Mais

I did network intrusion detection using KDD cup data. Based on my experience, I believe I can help you to solve those steps.
Here is some of my works:
www.bacasekilas.blogspot.com
Best
Relevant Skills and Experience
mMais

Hello, how are you? I hope you have a bright day/evening from your side. I have read the details provided, but please contact me so that we can discuss more on the project.
Relevant Skills and Experience
Algorithm, ArMais

I recommend Wireshark, one of the best open source network analizer, in order to check the packets coming from any interface connected to any PC switch or router. it will show any kind of weird proccess creates by the Mais

Dear sir.
I have experience with Tensorflow.
If you have dataset , I can do your project perfectly.
Please contact me and let's discuss about your project in detail.
Thanks.
Relevant Skills and Experience
Tensorflow,AMais